Image Super-Resolution as a Defense Against Adversarial Attacks

Convolutional Neural Networks have achieved significant success across multiple computer vision tasks. However, they are vulnerable to carefully crafted, human-imperceptible adversarial noise patterns which constrain their deployment in critical security-sensitive systems. This paper proposes a comp...

Description complète

Détails bibliographiques
Publié dans:IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. - 1992. - (2019) vom: 19. Sept.
Auteur principal: Mustafa, Aamir (Auteur)
Autres auteurs: Khan, Salman H, Hayat, Munawar, Shen, Jianbing, Shao, Ling
Format: Article en ligne
Langue:English
Publié: 2019
Accès à la collection:IEEE transactions on image processing : a publication of the IEEE Signal Processing Society
Sujets:Journal Article